{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "01ed9710",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "# data visualization\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7c09dd8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "sns.set(font='SimHei')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "593267e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.80</td>\n",
       "      <td>27.54</td>\n",
       "      <td>28.14</td>\n",
       "      <td>26.89</td>\n",
       "      <td>856249</td>\n",
       "      <td>2348800992</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.98</td>\n",
       "      <td>27.32</td>\n",
       "      <td>27.98</td>\n",
       "      <td>26.91</td>\n",
       "      <td>558824</td>\n",
       "      <td>1523209504</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>27.33</td>\n",
       "      <td>28.31</td>\n",
       "      <td>28.86</td>\n",
       "      <td>27.21</td>\n",
       "      <td>1015374</td>\n",
       "      <td>2873205488</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.31</td>\n",
       "      <td>28.70</td>\n",
       "      <td>28.88</td>\n",
       "      <td>27.91</td>\n",
       "      <td>718595</td>\n",
       "      <td>2041558432</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.28</td>\n",
       "      <td>28.16</td>\n",
       "      <td>28.50</td>\n",
       "      <td>27.60</td>\n",
       "      <td>674807</td>\n",
       "      <td>1888773520</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               开盘     收盘     最高     最低      成交量         成交额    振幅   涨跌幅   涨跌额  \\\n",
       "日期                                                                              \n",
       "2020-11-09  27.80  27.54  28.14  26.89   856249  2348800992  4.55  0.18  0.05   \n",
       "2020-11-10  27.98  27.32  27.98  26.91   558824  1523209504  3.89 -0.80 -0.22   \n",
       "2020-11-11  27.33  28.31  28.86  27.21  1015374  2873205488  6.04  3.62  0.99   \n",
       "2020-11-12  28.31  28.70  28.88  27.91   718595  2041558432  3.43  1.38  0.39   \n",
       "2020-11-13  28.28  28.16  28.50  27.60   674807  1888773520  3.14 -1.88 -0.54   \n",
       "\n",
       "             换手率  \n",
       "日期                \n",
       "2020-11-09  1.01  \n",
       "2020-11-10  0.66  \n",
       "2020-11-11  1.20  \n",
       "2020-11-12  0.85  \n",
       "2020-11-13  0.80  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "df_train = pd.read_csv('../dataset/600031.csv')\n",
    "df_train.set_index('日期',inplace=True)\n",
    "# Show first lines of data\n",
    "df_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81e99286",
   "metadata": {},
   "source": [
    "### 查看冗余，缺失信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a03706af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to check the missing percent of a DatFrame;\n",
    "def check_missing_data(df):\n",
    "    total = df.isnull().sum().sort_values(ascending = False)\n",
    "    percent = round(df.isnull().sum().sort_values(ascending = False) * 100 /len(df),2)\n",
    "    return pd.concat([total, percent], axis=1, keys=['Total','Percent'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33005d0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>开盘</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>收盘</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最高</th>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>最低</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交量</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交额</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>振幅</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌幅</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌额</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>换手率</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Total  Percent\n",
       "开盘       0      0.0\n",
       "收盘       0      0.0\n",
       "最高       0      0.0\n",
       "最低       0      0.0\n",
       "成交量      0      0.0\n",
       "成交额      0      0.0\n",
       "振幅       0      0.0\n",
       "涨跌幅      0      0.0\n",
       "涨跌额      0      0.0\n",
       "换手率      0      0.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_missing_data(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cc25fe15",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
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       "      <th>涨跌额</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>开盘</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.987127</td>\n",
       "      <td>0.994168</td>\n",
       "      <td>0.995600</td>\n",
       "      <td>-0.062605</td>\n",
       "      <td>0.309691</td>\n",
       "      <td>0.466374</td>\n",
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       "      <td>-0.041680</td>\n",
       "      <td>-0.062120</td>\n",
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       "    <tr>\n",
       "      <th>收盘</th>\n",
       "      <td>0.987127</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.995569</td>\n",
       "      <td>0.994422</td>\n",
       "      <td>-0.053926</td>\n",
       "      <td>0.316265</td>\n",
       "      <td>0.500237</td>\n",
       "      <td>0.121713</td>\n",
       "      <td>0.107988</td>\n",
       "      <td>-0.053420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最高</th>\n",
       "      <td>0.994168</td>\n",
       "      <td>0.995569</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.995075</td>\n",
       "      <td>-0.028074</td>\n",
       "      <td>0.345375</td>\n",
       "      <td>0.527361</td>\n",
       "      <td>0.059532</td>\n",
       "      <td>0.042311</td>\n",
       "      <td>-0.027562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>最低</th>\n",
       "      <td>0.995600</td>\n",
       "      <td>0.994422</td>\n",
       "      <td>0.995075</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.085634</td>\n",
       "      <td>0.286161</td>\n",
       "      <td>0.443406</td>\n",
       "      <td>0.039373</td>\n",
       "      <td>0.026148</td>\n",
       "      <td>-0.085168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交量</th>\n",
       "      <td>-0.062605</td>\n",
       "      <td>-0.053926</td>\n",
       "      <td>-0.028074</td>\n",
       "      <td>-0.085634</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.921587</td>\n",
       "      <td>0.530023</td>\n",
       "      <td>0.104503</td>\n",
       "      <td>0.061271</td>\n",
       "      <td>0.999993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>成交额</th>\n",
       "      <td>0.309691</td>\n",
       "      <td>0.316265</td>\n",
       "      <td>0.345375</td>\n",
       "      <td>0.286161</td>\n",
       "      <td>0.921587</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.704641</td>\n",
       "      <td>0.109323</td>\n",
       "      <td>0.061693</td>\n",
       "      <td>0.921802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>振幅</th>\n",
       "      <td>0.466374</td>\n",
       "      <td>0.500237</td>\n",
       "      <td>0.527361</td>\n",
       "      <td>0.443406</td>\n",
       "      <td>0.530023</td>\n",
       "      <td>0.704641</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.289007</td>\n",
       "      <td>0.235551</td>\n",
       "      <td>0.530612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌幅</th>\n",
       "      <td>-0.025143</td>\n",
       "      <td>0.121713</td>\n",
       "      <td>0.059532</td>\n",
       "      <td>0.039373</td>\n",
       "      <td>0.104503</td>\n",
       "      <td>0.109323</td>\n",
       "      <td>0.289007</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.979940</td>\n",
       "      <td>0.104511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涨跌额</th>\n",
       "      <td>-0.041680</td>\n",
       "      <td>0.107988</td>\n",
       "      <td>0.042311</td>\n",
       "      <td>0.026148</td>\n",
       "      <td>0.061271</td>\n",
       "      <td>0.061693</td>\n",
       "      <td>0.235551</td>\n",
       "      <td>0.979940</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.061297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>换手率</th>\n",
       "      <td>-0.062120</td>\n",
       "      <td>-0.053420</td>\n",
       "      <td>-0.027562</td>\n",
       "      <td>-0.085168</td>\n",
       "      <td>0.999993</td>\n",
       "      <td>0.921802</td>\n",
       "      <td>0.530612</td>\n",
       "      <td>0.104511</td>\n",
       "      <td>0.061297</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           开盘        收盘        最高        最低       成交量       成交额        振幅  \\\n",
       "开盘   1.000000  0.987127  0.994168  0.995600 -0.062605  0.309691  0.466374   \n",
       "收盘   0.987127  1.000000  0.995569  0.994422 -0.053926  0.316265  0.500237   \n",
       "最高   0.994168  0.995569  1.000000  0.995075 -0.028074  0.345375  0.527361   \n",
       "最低   0.995600  0.994422  0.995075  1.000000 -0.085634  0.286161  0.443406   \n",
       "成交量 -0.062605 -0.053926 -0.028074 -0.085634  1.000000  0.921587  0.530023   \n",
       "成交额  0.309691  0.316265  0.345375  0.286161  0.921587  1.000000  0.704641   \n",
       "振幅   0.466374  0.500237  0.527361  0.443406  0.530023  0.704641  1.000000   \n",
       "涨跌幅 -0.025143  0.121713  0.059532  0.039373  0.104503  0.109323  0.289007   \n",
       "涨跌额 -0.041680  0.107988  0.042311  0.026148  0.061271  0.061693  0.235551   \n",
       "换手率 -0.062120 -0.053420 -0.027562 -0.085168  0.999993  0.921802  0.530612   \n",
       "\n",
       "          涨跌幅       涨跌额       换手率  \n",
       "开盘  -0.025143 -0.041680 -0.062120  \n",
       "收盘   0.121713  0.107988 -0.053420  \n",
       "最高   0.059532  0.042311 -0.027562  \n",
       "最低   0.039373  0.026148 -0.085168  \n",
       "成交量  0.104503  0.061271  0.999993  \n",
       "成交额  0.109323  0.061693  0.921802  \n",
       "振幅   0.289007  0.235551  0.530612  \n",
       "涨跌幅  1.000000  0.979940  0.104511  \n",
       "涨跌额  0.979940  1.000000  0.061297  \n",
       "换手率  0.104511  0.061297  1.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 当某两列的相关系数非常高（接近1.0）的时候，我们认为这两列的信息是冗余的。\n",
    "df_train.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ad048cc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df_train.corr())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "95e5d4e4",
   "metadata": {},
   "source": [
    "* 有冗余数据时，看情况留下其中一列\n",
    "* 或者构建新的特征值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1acabb81",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.drop(['开盘','最高','最低','涨跌额','成交额'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8d2007c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘</th>\n",
       "      <th>成交量</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.54</td>\n",
       "      <td>856249</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.32</td>\n",
       "      <td>558824</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>28.31</td>\n",
       "      <td>1015374</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.70</td>\n",
       "      <td>718595</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.16</td>\n",
       "      <td>674807</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               收盘      成交量    振幅   涨跌幅   换手率\n",
       "日期                                          \n",
       "2020-11-09  27.54   856249  4.55  0.18  1.01\n",
       "2020-11-10  27.32   558824  3.89 -0.80  0.66\n",
       "2020-11-11  28.31  1015374  6.04  3.62  1.20\n",
       "2020-11-12  28.70   718595  3.43  1.38  0.85\n",
       "2020-11-13  28.16   674807  3.14 -1.88  0.80"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "470dac57",
   "metadata": {},
   "source": [
    "### 查看各列分布情况："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b16e4a93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':\"Histogram of '查看各列分布情况'\"}, xlabel='换手率', ylabel='Density'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3, ax4) = plt.subplots(1,4, figsize=(20,5))\n",
    "\n",
    "plt.title(\"Histogram of '查看各列分布情况'\")\n",
    "sns.kdeplot(data=df_train['成交量'], shade=True, ax=ax1)\n",
    "\n",
    "sns.kdeplot(data=df_train['振幅'], shade=True, ax=ax2)\n",
    "\n",
    "sns.kdeplot(data=df_train['涨跌幅'], shade=True, ax=ax3)\n",
    "\n",
    "sns.kdeplot(data=df_train['换手率'], shade=True, ax=ax4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "573a7222",
   "metadata": {},
   "source": [
    "### 查看两两列之间的关系："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e60a326a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=df_train)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5bf5a43a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ADMINI~1\\AppData\\Local\\Temp/ipykernel_11152/1114429292.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['成交量'] = df['成交量'].map(lambda x: float(x/1000000))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "\n",
    "plt.title(\"Line Plot of '成交量','换手率'\")\n",
    "df = df_train[['成交量','换手率']]\n",
    "df['成交量'] = df['成交量'].map(lambda x: float(x/1000000))  \n",
    "graph = sns.lineplot(data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8267350",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘</th>\n",
       "      <th>成交量</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.54</td>\n",
       "      <td>856249</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.32</td>\n",
       "      <td>558824</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>28.31</td>\n",
       "      <td>1015374</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.70</td>\n",
       "      <td>718595</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.16</td>\n",
       "      <td>674807</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               收盘      成交量    振幅   涨跌幅   换手率\n",
       "日期                                          \n",
       "2020-11-09  27.54   856249  4.55  0.18  1.01\n",
       "2020-11-10  27.32   558824  3.89 -0.80  0.66\n",
       "2020-11-11  28.31  1015374  6.04  3.62  1.20\n",
       "2020-11-12  28.70   718595  3.43  1.38  0.85\n",
       "2020-11-13  28.16   674807  3.14 -1.88  0.80"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dbf7a9c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "datalist = list()\n",
    "for i in range(0, len(df_train)):\n",
    "    if df_train.iloc[i, list(df_train.columns).index('涨跌幅')] > 0:\n",
    "        datalist.append(1)\n",
    "    else:\n",
    "        datalist.append(0)\n",
    "df_train['涨跌'] = datalist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "236cc912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘</th>\n",
       "      <th>成交量</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "      <th>涨跌</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.54</td>\n",
       "      <td>856249</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.18</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.32</td>\n",
       "      <td>558824</td>\n",
       "      <td>3.89</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>28.31</td>\n",
       "      <td>1015374</td>\n",
       "      <td>6.04</td>\n",
       "      <td>3.62</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.70</td>\n",
       "      <td>718595</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.16</td>\n",
       "      <td>674807</td>\n",
       "      <td>3.14</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               收盘      成交量    振幅   涨跌幅   换手率  涨跌\n",
       "日期                                              \n",
       "2020-11-09  27.54   856249  4.55  0.18  1.01   1\n",
       "2020-11-10  27.32   558824  3.89 -0.80  0.66   0\n",
       "2020-11-11  28.31  1015374  6.04  3.62  1.20   1\n",
       "2020-11-12  28.70   718595  3.43  1.38  0.85   1\n",
       "2020-11-13  28.16   674807  3.14 -1.88  0.80   0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2c99f345",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 特征值处理\n",
    "# 特征离散化\n",
    "def fun(x):\n",
    "    if 0<=abs(x)<2:\n",
    "        return 1\n",
    "    elif 2<=abs(x)<4:\n",
    "        return 2\n",
    "    elif 4<=abs(x)<6:\n",
    "        return 3\n",
    "    elif 6<=abs(x)<8:\n",
    "        return 4\n",
    "    else:\n",
    "        return 5\n",
    "    \n",
    "df_train['振幅'] = df_train['振幅'].map(fun)  \n",
    "df_train['换手率'] = df_train['换手率'].map(fun)  \n",
    "df_train['涨跌幅'] = df_train['涨跌幅'].map(fun)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3ee415aa",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘</th>\n",
       "      <th>成交量</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "      <th>涨跌</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>27.54</td>\n",
       "      <td>856249</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-10</th>\n",
       "      <td>27.32</td>\n",
       "      <td>558824</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-11</th>\n",
       "      <td>28.31</td>\n",
       "      <td>1015374</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-12</th>\n",
       "      <td>28.70</td>\n",
       "      <td>718595</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-13</th>\n",
       "      <td>28.16</td>\n",
       "      <td>674807</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               收盘      成交量  振幅  涨跌幅  换手率  涨跌\n",
       "日期                                          \n",
       "2020-11-09  27.54   856249   3    1    1   1\n",
       "2020-11-10  27.32   558824   2    1    1   0\n",
       "2020-11-11  28.31  1015374   4    2    1   1\n",
       "2020-11-12  28.70   718595   2    1    1   1\n",
       "2020-11-13  28.16   674807   2    1    1   0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f5a3a64d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean_handle(total_list, cycle):\n",
    "            return [np.mean(total_list[i:i + cycle]) for i in range(len(total_list))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fc213847",
   "metadata": {},
   "outputs": [],
   "source": [
    "cycle = 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "35199b77",
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in ['收盘','成交量']:\n",
    "            df_train[column] = mean_handle(df_train[column].tolist(), cycle)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a4ef88b",
   "metadata": {},
   "source": [
    "### 归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ba232ac0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7d61cbf3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MinMaxScaler(feature_range=(-1, 1))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = MinMaxScaler(feature_range=(-1, 1))\n",
    "scaler.fit(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "78990b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = scaler.transform(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a04f0218",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_train = pd.DataFrame(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "aa3434ac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>收盘</th>\n",
       "      <th>成交量</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "      <th>涨跌</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.378344</td>\n",
       "      <td>-0.956297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.359395</td>\n",
       "      <td>-0.947059</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.330046</td>\n",
       "      <td>-0.921579</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.305658</td>\n",
       "      <td>-0.932011</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.287964</td>\n",
       "      <td>-0.935367</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         收盘       成交量   振幅  涨跌幅  换手率   涨跌\n",
       "0 -0.378344 -0.956297  0.0 -1.0 -1.0  1.0\n",
       "1 -0.359395 -0.947059 -0.5 -1.0 -1.0 -1.0\n",
       "2 -0.330046 -0.921579  0.5 -0.5 -1.0  1.0\n",
       "3 -0.305658 -0.932011 -0.5 -1.0 -1.0  1.0\n",
       "4 -0.287964 -0.935367 -0.5 -1.0 -1.0 -1.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns = ['收盘','成交量','振幅','涨跌幅','换手率','涨跌']\n",
    "df_train.head()"
   ]
  }
 ],
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